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Can X formerly Twitter interest targeting deliver a better return on ad spend than LinkedIn professional demographics for recruiting tech talent?

ChatGPTgpt-65 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can X formerly Twitter interest targeting deliver a better return on ad spend than LinkedIn professional demographics for recruiting tech talent?
5 real searches · 1 real-search pass
X ads interest targeting official documentation LinkedIn ads professional demographics targeting official documentation recruiting technology talent advertising benchmarks 2025Google ↗
OBSERVEDOther / navigational
X advertising recruiting tech talent interest targeting LinkedIn recruitment advertising cost per applicant benchmarksGoogle ↗
OBSERVEDComparison
X Ads interest targeting capabilities recruiting technology talent LinkedIn job title targeting official advertising documentationGoogle ↗
OBSERVEDOther / navigational
LinkedIn Ads professional demographics job title skills seniority targeting official documentation recruitmentGoogle ↗
OBSERVEDOther / navigational
X advertising recruiting tech talent case study cost per applicant LinkedIn recruitment advertising benchmarkGoogle ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (5)
Short factOther / navigational60%Comparison20%ConsequenceReason20%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 5 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
X ads interest targeting official documentation LinkedIn ads professional demographics targeting official documentation recruiting technology talent advertising benchmarks 2025 Google ↗
X advertising recruiting tech talent interest targeting LinkedIn recruitment advertising cost per applicant benchmarks Google ↗
X Ads interest targeting capabilities recruiting technology talent LinkedIn job title targeting official advertising documentation Google ↗
LinkedIn Ads professional demographics job title skills seniority targeting official documentation recruitment Google ↗
X advertising recruiting tech talent case study cost per applicant LinkedIn recruitment advertising benchmark Google ↗
  1. Interest and follower look-alikes targeting · help.x.com
  2. Create engagement · marketing.x.com
  3. Targeting options for LinkedIn Ads · linkedin.com
  4. Sponsored Content and Recruitment Ads · business.linkedin.com
  5. Best Practices for Ad Targeting · business.linkedin.com

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
X ads interest targeting official documentation LinkedIn ads professional demographics targeting official documentation recruiting technology talent advertising benchmarks 2025
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
X advertising recruiting tech talent interest targeting LinkedIn recruitment advertising cost per applicant benchmarks
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
X Ads interest targeting capabilities recruiting technology talent LinkedIn job title targeting official advertising documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
LinkedIn Ads professional demographics job title skills seniority targeting official documentation recruitment
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
X advertising recruiting tech talent case study cost per applicant LinkedIn recruitment advertising benchmark
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1